Implementation and test of HRLDAS in CWB VV Tsay, Hong, Jing-Shan.
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Transcript of Implementation and test of HRLDAS in CWB VV Tsay, Hong, Jing-Shan.
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Implementation and test of HRLDAS in CWB
VV Tsay, Hong, Jing-Shan
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Outline
Concept of HRLDAS Implementation and educationTest of HRLDAS at CWBFuture plan
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Obs
In atmosphere, most observations were distributed within 3-D model grid. In usual, information is needed when one try to interpolate the observation to model grid:
1. Firstguess, that means somehow, you trust the model atmosphere governed by the fluid dynamic and physical process
2. Statistical relations between the grid and observations
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In land, the situation is quit different,1. In usual, the observation in the land is very limited.2. In relative, one can find much more observation on the
ground level, -- the boundary of the land model.
3. We can use the atmospheric forcing near the surface, and trust the land process in the land model, to initialize the state of the land.• The information of the surface forcing will propagate to
the deep layer in a certain time.
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The first approach for the offline HRLDAS integration in CWB
Ingest the hourly atmospheric forcing:
- RAINRATE from CMORPH (satellite retrieval)- PSFC, T2D, Q2D, U2D, V2D (GDAS analysis)- LWDOWN, SWDOWN, WEASD (GLDAS)- VEGFRA (WPS)
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The second approach for the offline HRLDAS integration
Ingest the hourly atmospheric forcing:
- RAINRATE from CMORPH (satellite retrieval) and Taiwan local precipitation data from QPESUMS- PSFC, T2D, Q2D, U2D, V2D (WRF forecast)- LWDOWN, SWDOWN(WRF forecast)-VEGFRA (WPS)-WEASD (GDAS)
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Summary of the implementation NCAR provide an one-month dataset and tutorial.
CWB and NCAR perform the same integration using the same dataset and do the inter-comparison in Apr. (NCAR/CWB)
Provide a driver to ingest the WRF forecast as the atmospheric forcing in HRLDAS (NCAR)
Perform a 5-days integration and to ensure CWB and NCAR have the same results. (NCAR/CWB)
Perform a series of the forecast experiment to evaluate the HRLDAS performance.
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Data used in the forecast experimentdriven by GDAS (NCAR)
Collect the analysis field from GDAS from Jan-Mar
Extract PSFC, T2D, Q2D, U2D, V2D and interpolate to 1-hr interval
Collect the analysis field from GLDAS from Jan-Mar
Extract LWDOWN, SWDOWN, WEASD and interpolate to 1-hr interval
Prepare the 3-month CMORPH observations and interpolate to 1-hr interval.
Prepare the VEGFRA from WPS
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Data used in the forecast experimentdriven by WRF forecast (CWB)
Re-run the WRF model to extract the hourly forecast output from Jan to June
1-6 hr, 7-12 hr, and 13-18 hr forecastExtract the PSFC, T2D, Q2D, U2D, V2D, LWDOWN, SWDOWN, from WRF forecast.VEGFRA from WPS– It is difficult to find the observational and analysis LWDOWN and
SWDOWN in realtime.– To further understand the impact of the WRF output in different
forecast period on the HRLDAS Prepare the WEASD from GDAS Prepare the 6-month CMORPH observations and
interpolate to 1-hr interval. Prepare the 6-month hourly radar estimated rainfall from
QPESUMS.
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Exp D1-C (CWB)45-km resolution, 6-month integrationUse 7-12-hr WRF forecast as forcingCMORPH rainfall
Exp D1-CA (NCAR)45-km resolution, 3-month integrationUse the analysis from GDA and GLDAS as forcingCMORPH rainfall
Exp D3-C (CWB)5-km resolution, 6-month integrationUse 7-12-hr WRF forecast as forcingCMORPH rainfall
Exp D3-Q (CWB)5-km resolution, 6-month integrationUse 7-12-hr WRF forecast as forcingCMORPH rainfall + QPESUMS rainfall
WRF (CWB)Land variables in the original couple WRF-NOAH, interpolated from the land model of CWBGFS
Experimental design
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hourly radar estimated rainfall from QPESUMS
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CMORPH CMORPH+QPESUMS
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CMORPH CMORPH+QPESUMS
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CMORPH CMORPH+QPESUMS
Case in 08060500
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Tg of EXP D1-C in 20 June, 2008
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EXP D1-C
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EXP D1-C
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D1-C WRF
warmer
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D1-C WRF
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D1-C WRF
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D1-C WRF
drier
Near saturate
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D1-C WRF
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D1-CA D1C
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D1-CA D1C
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D1-CA D1C
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D1-CA D1C
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D3-Q D3-C WRF
The same
warmercold
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D3-Q D3-C WRF
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D3-Q D3-C WRF
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D3-Q D3-C WRF
Incorrect soil textureNear saturate in deep layer
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D3-Q D3-C WRF
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Summary Cases show that the HRLDAS driven by the WRF
forecast running in a reasonable way.Comparison among D1C, D1CG, and WRFThe amplitude of the diurnal cycle decrease as the depth increased.
In 45-km resolution, the ground temperature in D1-C is colder from the surface to 2nd layer, but warmer in 3rd and 4th layer than those in operational WRF-NOAH coupled model.The soil moisture in D1-C is drier than WRF-NOAH, however, the soil is near saturate in WRF-NOAH, it looks questionable
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Summary
The ground temperature is warmest in WRF, the D3-C the second, and the D3-Q the coldest.
The soil moisture in D3-Q is wetter than the other 2 runs.
Deep layer soil is near saturate in D3-Q, it looks consistent with the heavy rainfall over south Taiwan in Meiyu season?
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Future plan The test to ingest WRF forecast at 1-6-hr and 13-
18-hr is undergoing, to show the sensitivity of WRF forecast.
If not sensitivity, that’s good news.If very sensitivity, that we have to choice the atmospheric forcing very carefully.
Can we find the realtime radiation products? Is the HRLDAS reach the equilibrium state in 6-
mon integration? The more evaluation about the integration results.
How to do?
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Plan in 2009 Improvement of the soil texture over Taiwan
island. Improve the vegetation type from the MODIS
products Enhance the verification of the HRLDAS
using flux data and land in-situ data Testing of the coupled HRLDAS-WRF Training about the use of satellite products,
advanced education on land process, and coupling the WRF and HRLDAS.
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